{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "69565362-a932-4be7-a083-5902e3c6d5d3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2023-08-04 22:20:39,707] [INFO] [real_accelerator.py:133:get_accelerator] Setting ds_accelerator to cuda (auto detect)\n"
     ]
    }
   ],
   "source": [
    "from transformers import AutoTokenizer, GPT2LMHeadModel, AutoConfig\n",
    "from transformers import GPT2Tokenizer,GPT2Model,AutoModel\n",
    "\n",
    "from transformers import DataCollatorForLanguageModeling\n",
    "from transformers import Trainer, TrainingArguments\n",
    "from transformers import LineByLineTextDataset\n",
    "\n",
    "from tokenizers import Tokenizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4c982701-4078-4e2a-8976-2f335177295f",
   "metadata": {},
   "outputs": [],
   "source": [
    "#然后我们可以使用from_file() 方法从该文件里重新加载 Tokenizer 对象：\n",
    "new_tokenizer = Tokenizer.from_file(\"human2_formal.json\")\n",
    "#或者下面方法\n",
    "from transformers import GPT2TokenizerFast\n",
    "tokenizer = GPT2TokenizerFast(tokenizer_object=new_tokenizer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "93fe531f-28be-4018-b62c-3a850688017a",
   "metadata": {},
   "outputs": [],
   "source": [
    "#model = GPT2LMHeadModel.from_pretrained(\"gpt2\")\n",
    "config = AutoConfig.from_pretrained(\n",
    "    \"gpt2\",\n",
    "    vocab_size=len(tokenizer),\n",
    "    n_ctx=128,\n",
    "    bos_token_id=tokenizer.bos_token_id,\n",
    "    eos_token_id=tokenizer.eos_token_id,\n",
    ")\n",
    "\n",
    "model = GPT2LMHeadModel(config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "aeb0c71f-a2eb-4f2c-a946-3bcc4c4817e2",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_file = \"human2.fna.line.train\"\n",
    "eval_file = \"human2.fna.line.valid\"\n",
    "max_seq_length = 512\n",
    "out_model_path = \"mygpt_formal\"\n",
    "train_epoches = 10\n",
    "batch_size = 20\n",
    "\n",
    "tokenizer.pad_token = tokenizer.eos_token\n",
    "\n",
    "dataset = LineByLineTextDataset(\n",
    "    tokenizer=tokenizer,\n",
    "    file_path=train_file,\n",
    "    block_size=max_seq_length,\n",
    ")\n",
    "data_collator = DataCollatorForLanguageModeling(tokenizer=tokenizer, mlm=False)\n",
    "\n",
    "eval_dataset = LineByLineTextDataset(\n",
    "    tokenizer=tokenizer,\n",
    "    file_path=eval_file,\n",
    "    block_size=max_seq_length,\n",
    ")\n",
    "\n",
    "training_args = TrainingArguments(\n",
    "        output_dir=out_model_path,\n",
    "        overwrite_output_dir=True,\n",
    "        num_train_epochs=train_epoches,\n",
    "        per_device_train_batch_size=batch_size,\n",
    "        save_steps=2000,\n",
    "        save_total_limit=2,\n",
    "        prediction_loss_only=True,\n",
    "        #fp16=True, v100没法用\n",
    "    )\n",
    "\n",
    "\n",
    "trainer = Trainer(\n",
    "    model=model,\n",
    "    args=training_args,\n",
    "    train_dataset=dataset,\n",
    "    eval_dataset=eval_dataset,\n",
    "    data_collator=data_collator,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "39674ddf-68ee-42dc-af05-485311c8f19d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div>\n",
       "      \n",
       "      <progress value='494570' max='494570' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
       "      [494570/494570 15:14:19, Epoch 10/10]\n",
       "    </div>\n",
       "    <table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       " <tr style=\"text-align: left;\">\n",
       "      <th>Step</th>\n",
       "      <th>Training Loss</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>500</td>\n",
       "      <td>8.359400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1000</td>\n",
       "      <td>8.273700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1500</td>\n",
       "      <td>8.233900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2000</td>\n",
       "      <td>8.190600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2500</td>\n",
       "      <td>8.152000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3000</td>\n",
       "      <td>8.103200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3500</td>\n",
       "      <td>8.050300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4000</td>\n",
       "      <td>8.003500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4500</td>\n",
       "      <td>7.968600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5000</td>\n",
       "      <td>7.928400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5500</td>\n",
       "      <td>7.896500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6000</td>\n",
       "      <td>7.860300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6500</td>\n",
       "      <td>7.833200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7000</td>\n",
       "      <td>7.804700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7500</td>\n",
       "      <td>7.768300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8000</td>\n",
       "      <td>7.751100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8500</td>\n",
       "      <td>7.707400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9000</td>\n",
       "      <td>7.681000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9500</td>\n",
       "      <td>7.654600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10000</td>\n",
       "      <td>7.636500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10500</td>\n",
       "      <td>7.612300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11000</td>\n",
       "      <td>7.593200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11500</td>\n",
       "      <td>7.570800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12000</td>\n",
       "      <td>7.551600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12500</td>\n",
       "      <td>7.526600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13000</td>\n",
       "      <td>7.502500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13500</td>\n",
       "      <td>7.488100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14000</td>\n",
       "      <td>7.484300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14500</td>\n",
       "      <td>7.451700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15000</td>\n",
       "      <td>7.448900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15500</td>\n",
       "      <td>7.424300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16000</td>\n",
       "      <td>7.428400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16500</td>\n",
       "      <td>7.415000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17000</td>\n",
       "      <td>7.385900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17500</td>\n",
       "      <td>7.404500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18000</td>\n",
       "      <td>7.363700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18500</td>\n",
       "      <td>7.364200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19000</td>\n",
       "      <td>7.358100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19500</td>\n",
       "      <td>7.335100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20000</td>\n",
       "      <td>7.324500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20500</td>\n",
       "      <td>7.325500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>21000</td>\n",
       "      <td>7.315600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>21500</td>\n",
       "      <td>7.294600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22000</td>\n",
       "      <td>7.299100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22500</td>\n",
       "      <td>7.292000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>23000</td>\n",
       "      <td>7.307600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>23500</td>\n",
       "      <td>7.274700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24000</td>\n",
       "      <td>7.262700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24500</td>\n",
       "      <td>7.266800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25000</td>\n",
       "      <td>7.281000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25500</td>\n",
       "      <td>7.240800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>26000</td>\n",
       "      <td>7.235600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>26500</td>\n",
       "      <td>7.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>27000</td>\n",
       "      <td>7.243200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>27500</td>\n",
       "      <td>7.223800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>28000</td>\n",
       "      <td>7.217200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>28500</td>\n",
       "      <td>7.234500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>29000</td>\n",
       "      <td>7.227900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>29500</td>\n",
       "      <td>7.209300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>30000</td>\n",
       "      <td>7.212400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>30500</td>\n",
       "      <td>7.176900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>31000</td>\n",
       "      <td>7.172200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>31500</td>\n",
       "      <td>7.187900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>32000</td>\n",
       "      <td>7.185200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>32500</td>\n",
       "      <td>7.190600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>33000</td>\n",
       "      <td>7.192900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>33500</td>\n",
       "      <td>7.164600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34000</td>\n",
       "      <td>7.164800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34500</td>\n",
       "      <td>7.152400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>35000</td>\n",
       "      <td>7.140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>35500</td>\n",
       "      <td>7.152200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36000</td>\n",
       "      <td>7.144800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36500</td>\n",
       "      <td>7.149300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37000</td>\n",
       "      <td>7.143300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37500</td>\n",
       "      <td>7.128200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>38000</td>\n",
       "      <td>7.162300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>38500</td>\n",
       "      <td>7.129200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>39000</td>\n",
       "      <td>7.133700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>39500</td>\n",
       "      <td>7.149300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>40000</td>\n",
       "      <td>7.116700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>40500</td>\n",
       "      <td>7.129500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>41000</td>\n",
       "      <td>7.106800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>41500</td>\n",
       "      <td>7.126100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>42000</td>\n",
       "      <td>7.124100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>42500</td>\n",
       "      <td>7.106900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>43000</td>\n",
       "      <td>7.091000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>43500</td>\n",
       "      <td>7.105200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>44000</td>\n",
       "      <td>7.108700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>44500</td>\n",
       "      <td>7.091900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>45000</td>\n",
       "      <td>7.115500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>45500</td>\n",
       "      <td>7.097600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>46000</td>\n",
       "      <td>7.080400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>46500</td>\n",
       "      <td>7.064300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>47000</td>\n",
       "      <td>7.101400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>47500</td>\n",
       "      <td>7.069300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>48000</td>\n",
       "      <td>7.067300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>48500</td>\n",
       "      <td>7.067800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>49000</td>\n",
       "      <td>7.070500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>49500</td>\n",
       "      <td>7.067900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50000</td>\n",
       "      <td>7.048000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50500</td>\n",
       "      <td>7.037400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>51000</td>\n",
       "      <td>7.046400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>51500</td>\n",
       "      <td>7.024800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>52000</td>\n",
       "      <td>7.014000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>52500</td>\n",
       "      <td>7.038600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>53000</td>\n",
       "      <td>7.047200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>53500</td>\n",
       "      <td>7.031500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>54000</td>\n",
       "      <td>7.042100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>54500</td>\n",
       "      <td>7.019100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>55000</td>\n",
       "      <td>7.044800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>55500</td>\n",
       "      <td>7.022300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>56000</td>\n",
       "      <td>7.027000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>56500</td>\n",
       "      <td>7.020000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>57000</td>\n",
       "      <td>7.000800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>57500</td>\n",
       "      <td>6.991900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>58000</td>\n",
       "      <td>7.002200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>58500</td>\n",
       "      <td>7.015600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>59000</td>\n",
       "      <td>7.007000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>59500</td>\n",
       "      <td>6.994700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>60000</td>\n",
       "      <td>7.009200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>60500</td>\n",
       "      <td>6.981200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>61000</td>\n",
       "      <td>6.978900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>61500</td>\n",
       "      <td>7.008000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>62000</td>\n",
       "      <td>7.011300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>62500</td>\n",
       "      <td>6.992100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>63000</td>\n",
       "      <td>6.997900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>63500</td>\n",
       "      <td>7.021800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>64000</td>\n",
       "      <td>6.987600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>64500</td>\n",
       "      <td>7.005100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>65000</td>\n",
       "      <td>6.986600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>65500</td>\n",
       "      <td>6.993200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>66000</td>\n",
       "      <td>6.968700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>66500</td>\n",
       "      <td>6.982400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>67000</td>\n",
       "      <td>6.977500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>67500</td>\n",
       "      <td>6.963800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>68000</td>\n",
       "      <td>6.982100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>68500</td>\n",
       "      <td>6.956500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>69000</td>\n",
       "      <td>6.989500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>69500</td>\n",
       "      <td>6.978700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>70000</td>\n",
       "      <td>6.979900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>70500</td>\n",
       "      <td>6.986500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>71000</td>\n",
       "      <td>6.950600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>71500</td>\n",
       "      <td>6.985500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>72000</td>\n",
       "      <td>6.960100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>72500</td>\n",
       "      <td>6.942900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>73000</td>\n",
       "      <td>6.943500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>73500</td>\n",
       "      <td>6.971600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>74000</td>\n",
       "      <td>6.980400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>74500</td>\n",
       "      <td>6.962800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75000</td>\n",
       "      <td>6.973000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75500</td>\n",
       "      <td>6.929000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>76000</td>\n",
       "      <td>6.956500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>76500</td>\n",
       "      <td>6.987400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>77000</td>\n",
       "      <td>6.960600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>77500</td>\n",
       "      <td>6.957600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>78000</td>\n",
       "      <td>6.949900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>78500</td>\n",
       "      <td>6.980700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>79000</td>\n",
       "      <td>6.929300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>79500</td>\n",
       "      <td>6.953600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>80000</td>\n",
       "      <td>6.959900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>80500</td>\n",
       "      <td>6.945900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>81000</td>\n",
       "      <td>6.958600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>81500</td>\n",
       "      <td>6.927300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>82000</td>\n",
       "      <td>6.916700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>82500</td>\n",
       "      <td>6.949900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>83000</td>\n",
       "      <td>6.934900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>83500</td>\n",
       "      <td>6.935400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>84000</td>\n",
       "      <td>6.961400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>84500</td>\n",
       "      <td>6.940700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>85000</td>\n",
       "      <td>6.918000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>85500</td>\n",
       "      <td>6.933100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>86000</td>\n",
       "      <td>6.923200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>86500</td>\n",
       "      <td>6.921000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>87000</td>\n",
       "      <td>6.952600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>87500</td>\n",
       "      <td>6.934200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>88000</td>\n",
       "      <td>6.891300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>88500</td>\n",
       "      <td>6.938900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>89000</td>\n",
       "      <td>6.928900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>89500</td>\n",
       "      <td>6.925500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>90000</td>\n",
       "      <td>6.908600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>90500</td>\n",
       "      <td>6.912500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>91000</td>\n",
       "      <td>6.908000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>91500</td>\n",
       "      <td>6.921300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>92000</td>\n",
       "      <td>6.920100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>92500</td>\n",
       "      <td>6.906300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>93000</td>\n",
       "      <td>6.902300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>93500</td>\n",
       "      <td>6.921900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>94000</td>\n",
       "      <td>6.899500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>94500</td>\n",
       "      <td>6.927800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>95000</td>\n",
       "      <td>6.904600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>95500</td>\n",
       "      <td>6.889200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>96000</td>\n",
       "      <td>6.892400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>96500</td>\n",
       "      <td>6.933100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>97000</td>\n",
       "      <td>6.875800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>97500</td>\n",
       "      <td>6.921600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>98000</td>\n",
       "      <td>6.952300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>98500</td>\n",
       "      <td>6.902200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>99000</td>\n",
       "      <td>6.892400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>99500</td>\n",
       "      <td>6.888900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>100000</td>\n",
       "      <td>6.868800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>100500</td>\n",
       "      <td>6.853400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>101000</td>\n",
       "      <td>6.866500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>101500</td>\n",
       "      <td>6.873400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>102000</td>\n",
       "      <td>6.881600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>102500</td>\n",
       "      <td>6.832800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>103000</td>\n",
       "      <td>6.853100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>103500</td>\n",
       "      <td>6.838000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>104000</td>\n",
       "      <td>6.871700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>104500</td>\n",
       "      <td>6.862700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>105000</td>\n",
       "      <td>6.852900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>105500</td>\n",
       "      <td>6.847100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>106000</td>\n",
       "      <td>6.841500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>106500</td>\n",
       "      <td>6.888300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>107000</td>\n",
       "      <td>6.872300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>107500</td>\n",
       "      <td>6.872300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>108000</td>\n",
       "      <td>6.858100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>108500</td>\n",
       "      <td>6.886800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>109000</td>\n",
       "      <td>6.837700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>109500</td>\n",
       "      <td>6.860700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>110000</td>\n",
       "      <td>6.861400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>110500</td>\n",
       "      <td>6.853600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>111000</td>\n",
       "      <td>6.845300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>111500</td>\n",
       "      <td>6.866000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>112000</td>\n",
       "      <td>6.868300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>112500</td>\n",
       "      <td>6.846600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>113000</td>\n",
       "      <td>6.860000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>113500</td>\n",
       "      <td>6.854800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>114000</td>\n",
       "      <td>6.836800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>114500</td>\n",
       "      <td>6.825500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>115000</td>\n",
       "      <td>6.866300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>115500</td>\n",
       "      <td>6.862400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>116000</td>\n",
       "      <td>6.848100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>116500</td>\n",
       "      <td>6.845900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>117000</td>\n",
       "      <td>6.840000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>117500</td>\n",
       "      <td>6.827600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>118000</td>\n",
       "      <td>6.867500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>118500</td>\n",
       "      <td>6.822500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>119000</td>\n",
       "      <td>6.853400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>119500</td>\n",
       "      <td>6.849700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>120000</td>\n",
       "      <td>6.843200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>120500</td>\n",
       "      <td>6.856700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>121000</td>\n",
       "      <td>6.845200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>121500</td>\n",
       "      <td>6.853200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>122000</td>\n",
       "      <td>6.819200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>122500</td>\n",
       "      <td>6.856700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>123000</td>\n",
       "      <td>6.840900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>123500</td>\n",
       "      <td>6.833100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>124000</td>\n",
       "      <td>6.836000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>124500</td>\n",
       "      <td>6.866700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>125000</td>\n",
       "      <td>6.821400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>125500</td>\n",
       "      <td>6.846900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>126000</td>\n",
       "      <td>6.823800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>126500</td>\n",
       "      <td>6.836500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>127000</td>\n",
       "      <td>6.827500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>127500</td>\n",
       "      <td>6.846000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>128000</td>\n",
       "      <td>6.823500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>128500</td>\n",
       "      <td>6.816800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>129000</td>\n",
       "      <td>6.822900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>129500</td>\n",
       "      <td>6.837100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>130000</td>\n",
       "      <td>6.848900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>130500</td>\n",
       "      <td>6.822800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>131000</td>\n",
       "      <td>6.818800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>131500</td>\n",
       "      <td>6.850300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>132000</td>\n",
       "      <td>6.821000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>132500</td>\n",
       "      <td>6.842900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>133000</td>\n",
       "      <td>6.809700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>133500</td>\n",
       "      <td>6.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>134000</td>\n",
       "      <td>6.828200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>134500</td>\n",
       "      <td>6.838800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>135000</td>\n",
       "      <td>6.810400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>135500</td>\n",
       "      <td>6.825800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>136000</td>\n",
       "      <td>6.823900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>136500</td>\n",
       "      <td>6.803900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>137000</td>\n",
       "      <td>6.805900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>137500</td>\n",
       "      <td>6.842800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>138000</td>\n",
       "      <td>6.840900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>138500</td>\n",
       "      <td>6.828100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>139000</td>\n",
       "      <td>6.828000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>139500</td>\n",
       "      <td>6.792700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>140000</td>\n",
       "      <td>6.825600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>140500</td>\n",
       "      <td>6.844300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>141000</td>\n",
       "      <td>6.836100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>141500</td>\n",
       "      <td>6.813600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>142000</td>\n",
       "      <td>6.827900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>142500</td>\n",
       "      <td>6.814000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>143000</td>\n",
       "      <td>6.799600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>143500</td>\n",
       "      <td>6.828500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>144000</td>\n",
       "      <td>6.810600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>144500</td>\n",
       "      <td>6.821000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>145000</td>\n",
       "      <td>6.818100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>145500</td>\n",
       "      <td>6.804000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>146000</td>\n",
       "      <td>6.825600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>146500</td>\n",
       "      <td>6.828600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>147000</td>\n",
       "      <td>6.831600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>147500</td>\n",
       "      <td>6.768600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>148000</td>\n",
       "      <td>6.805000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>148500</td>\n",
       "      <td>6.821200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>149000</td>\n",
       "      <td>6.756100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>149500</td>\n",
       "      <td>6.774400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>150000</td>\n",
       "      <td>6.749400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>150500</td>\n",
       "      <td>6.786300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>151000</td>\n",
       "      <td>6.751600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>151500</td>\n",
       "      <td>6.771700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>152000</td>\n",
       "      <td>6.768300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>152500</td>\n",
       "      <td>6.758600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>153000</td>\n",
       "      <td>6.774300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>153500</td>\n",
       "      <td>6.761100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>154000</td>\n",
       "      <td>6.799900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>154500</td>\n",
       "      <td>6.769400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>155000</td>\n",
       "      <td>6.766200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>155500</td>\n",
       "      <td>6.789400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>156000</td>\n",
       "      <td>6.772600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>156500</td>\n",
       "      <td>6.755800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>157000</td>\n",
       "      <td>6.741500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>157500</td>\n",
       "      <td>6.764300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>158000</td>\n",
       "      <td>6.772200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>158500</td>\n",
       "      <td>6.774900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>159000</td>\n",
       "      <td>6.783600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>159500</td>\n",
       "      <td>6.753800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>160000</td>\n",
       "      <td>6.759100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>160500</td>\n",
       "      <td>6.780800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>161000</td>\n",
       "      <td>6.773100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>161500</td>\n",
       "      <td>6.743400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>162000</td>\n",
       "      <td>6.764700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>162500</td>\n",
       "      <td>6.789500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>163000</td>\n",
       "      <td>6.755900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>163500</td>\n",
       "      <td>6.769600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>164000</td>\n",
       "      <td>6.761600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>164500</td>\n",
       "      <td>6.757500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>165000</td>\n",
       "      <td>6.768300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>165500</td>\n",
       "      <td>6.752000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>166000</td>\n",
       "      <td>6.773700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>166500</td>\n",
       "      <td>6.758000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>167000</td>\n",
       "      <td>6.774400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>167500</td>\n",
       "      <td>6.795800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>168000</td>\n",
       "      <td>6.763300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>168500</td>\n",
       "      <td>6.779100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>169000</td>\n",
       "      <td>6.742300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>169500</td>\n",
       "      <td>6.750800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>170000</td>\n",
       "      <td>6.752100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>170500</td>\n",
       "      <td>6.762300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>171000</td>\n",
       "      <td>6.750500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>171500</td>\n",
       "      <td>6.764700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>172000</td>\n",
       "      <td>6.766500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>172500</td>\n",
       "      <td>6.755800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>173000</td>\n",
       "      <td>6.772200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>173500</td>\n",
       "      <td>6.756000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>174000</td>\n",
       "      <td>6.753400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>174500</td>\n",
       "      <td>6.738500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>175000</td>\n",
       "      <td>6.760500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>175500</td>\n",
       "      <td>6.775900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>176000</td>\n",
       "      <td>6.791500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>176500</td>\n",
       "      <td>6.761600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>177000</td>\n",
       "      <td>6.771800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>177500</td>\n",
       "      <td>6.798400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>178000</td>\n",
       "      <td>6.766100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>178500</td>\n",
       "      <td>6.749200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>179000</td>\n",
       "      <td>6.749700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>179500</td>\n",
       "      <td>6.760000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>180000</td>\n",
       "      <td>6.762200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>180500</td>\n",
       "      <td>6.755900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>181000</td>\n",
       "      <td>6.775200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>181500</td>\n",
       "      <td>6.729400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>182000</td>\n",
       "      <td>6.732900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>182500</td>\n",
       "      <td>6.789700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>183000</td>\n",
       "      <td>6.716900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>183500</td>\n",
       "      <td>6.761500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>184000</td>\n",
       "      <td>6.740500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>184500</td>\n",
       "      <td>6.747700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>185000</td>\n",
       "      <td>6.732700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>185500</td>\n",
       "      <td>6.730800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>186000</td>\n",
       "      <td>6.718800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>186500</td>\n",
       "      <td>6.764300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>187000</td>\n",
       "      <td>6.736400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>187500</td>\n",
       "      <td>6.752000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>188000</td>\n",
       "      <td>6.760200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>188500</td>\n",
       "      <td>6.770200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>189000</td>\n",
       "      <td>6.750200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>189500</td>\n",
       "      <td>6.745200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>190000</td>\n",
       "      <td>6.730800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>190500</td>\n",
       "      <td>6.734400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>191000</td>\n",
       "      <td>6.766200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>191500</td>\n",
       "      <td>6.779700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>192000</td>\n",
       "      <td>6.782400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>192500</td>\n",
       "      <td>6.733600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>193000</td>\n",
       "      <td>6.762300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>193500</td>\n",
       "      <td>6.733400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>194000</td>\n",
       "      <td>6.732200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>194500</td>\n",
       "      <td>6.731900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>195000</td>\n",
       "      <td>6.727700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>195500</td>\n",
       "      <td>6.765600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>196000</td>\n",
       "      <td>6.768400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>196500</td>\n",
       "      <td>6.764500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>197000</td>\n",
       "      <td>6.720800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>197500</td>\n",
       "      <td>6.776200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>198000</td>\n",
       "      <td>6.739600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>198500</td>\n",
       "      <td>6.681400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>199000</td>\n",
       "      <td>6.673200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>199500</td>\n",
       "      <td>6.670900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>200000</td>\n",
       "      <td>6.725000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>200500</td>\n",
       "      <td>6.700500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>201000</td>\n",
       "      <td>6.669200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>201500</td>\n",
       "      <td>6.703800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>202000</td>\n",
       "      <td>6.694500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>202500</td>\n",
       "      <td>6.687200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>203000</td>\n",
       "      <td>6.710000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>203500</td>\n",
       "      <td>6.717000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>204000</td>\n",
       "      <td>6.708800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>204500</td>\n",
       "      <td>6.702600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>205000</td>\n",
       "      <td>6.731500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>205500</td>\n",
       "      <td>6.703200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>206000</td>\n",
       "      <td>6.721200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>206500</td>\n",
       "      <td>6.694500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>207000</td>\n",
       "      <td>6.704200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>207500</td>\n",
       "      <td>6.709900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>208000</td>\n",
       "      <td>6.686600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>208500</td>\n",
       "      <td>6.714100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>209000</td>\n",
       "      <td>6.721400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>209500</td>\n",
       "      <td>6.693000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>210000</td>\n",
       "      <td>6.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>210500</td>\n",
       "      <td>6.705200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>211000</td>\n",
       "      <td>6.717100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>211500</td>\n",
       "      <td>6.704700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>212000</td>\n",
       "      <td>6.694800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>212500</td>\n",
       "      <td>6.731700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>213000</td>\n",
       "      <td>6.685200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>213500</td>\n",
       "      <td>6.698700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>214000</td>\n",
       "      <td>6.686800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>214500</td>\n",
       "      <td>6.690600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>215000</td>\n",
       "      <td>6.727500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>215500</td>\n",
       "      <td>6.691200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>216000</td>\n",
       "      <td>6.724200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>216500</td>\n",
       "      <td>6.678200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>217000</td>\n",
       "      <td>6.711900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>217500</td>\n",
       "      <td>6.697100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>218000</td>\n",
       "      <td>6.729900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>218500</td>\n",
       "      <td>6.722100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>219000</td>\n",
       "      <td>6.679500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>219500</td>\n",
       "      <td>6.702500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>220000</td>\n",
       "      <td>6.693300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>220500</td>\n",
       "      <td>6.709800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>221000</td>\n",
       "      <td>6.730100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>221500</td>\n",
       "      <td>6.726400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>222000</td>\n",
       "      <td>6.703100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>222500</td>\n",
       "      <td>6.703000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>223000</td>\n",
       "      <td>6.695300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>223500</td>\n",
       "      <td>6.695800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>224000</td>\n",
       "      <td>6.695000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>224500</td>\n",
       "      <td>6.706500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>225000</td>\n",
       "      <td>6.692300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>225500</td>\n",
       "      <td>6.693600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>226000</td>\n",
       "      <td>6.707900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>226500</td>\n",
       "      <td>6.741800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>227000</td>\n",
       "      <td>6.685000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>227500</td>\n",
       "      <td>6.683900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>228000</td>\n",
       "      <td>6.697700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>228500</td>\n",
       "      <td>6.730700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>229000</td>\n",
       "      <td>6.714000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>229500</td>\n",
       "      <td>6.701300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>230000</td>\n",
       "      <td>6.678500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>230500</td>\n",
       "      <td>6.701800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>231000</td>\n",
       "      <td>6.726800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>231500</td>\n",
       "      <td>6.681400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>232000</td>\n",
       "      <td>6.695400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>232500</td>\n",
       "      <td>6.690600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>233000</td>\n",
       "      <td>6.692900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>233500</td>\n",
       "      <td>6.731900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>234000</td>\n",
       "      <td>6.715400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>234500</td>\n",
       "      <td>6.703000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>235000</td>\n",
       "      <td>6.702300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>235500</td>\n",
       "      <td>6.726400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>236000</td>\n",
       "      <td>6.714100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>236500</td>\n",
       "      <td>6.680100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>237000</td>\n",
       "      <td>6.703300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>237500</td>\n",
       "      <td>6.677800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>238000</td>\n",
       "      <td>6.695900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>238500</td>\n",
       "      <td>6.708400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>239000</td>\n",
       "      <td>6.682000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>239500</td>\n",
       "      <td>6.705400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>240000</td>\n",
       "      <td>6.689000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>240500</td>\n",
       "      <td>6.678100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>241000</td>\n",
       "      <td>6.690100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>241500</td>\n",
       "      <td>6.654100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>242000</td>\n",
       "      <td>6.721700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>242500</td>\n",
       "      <td>6.689300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>243000</td>\n",
       "      <td>6.690800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>243500</td>\n",
       "      <td>6.697900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>244000</td>\n",
       "      <td>6.698800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>244500</td>\n",
       "      <td>6.718200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>245000</td>\n",
       "      <td>6.692000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>245500</td>\n",
       "      <td>6.696000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>246000</td>\n",
       "      <td>6.702500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>246500</td>\n",
       "      <td>6.681900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>247000</td>\n",
       "      <td>6.714400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>247500</td>\n",
       "      <td>6.676400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>248000</td>\n",
       "      <td>6.661400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>248500</td>\n",
       "      <td>6.636600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>249000</td>\n",
       "      <td>6.669400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>249500</td>\n",
       "      <td>6.642300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>250000</td>\n",
       "      <td>6.643400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>250500</td>\n",
       "      <td>6.650600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>251000</td>\n",
       "      <td>6.623400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>251500</td>\n",
       "      <td>6.657500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>252000</td>\n",
       "      <td>6.631500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>252500</td>\n",
       "      <td>6.648500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>253000</td>\n",
       "      <td>6.633000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>253500</td>\n",
       "      <td>6.661800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>254000</td>\n",
       "      <td>6.676500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>254500</td>\n",
       "      <td>6.641300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>255000</td>\n",
       "      <td>6.652200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>255500</td>\n",
       "      <td>6.666000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>256000</td>\n",
       "      <td>6.639500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>256500</td>\n",
       "      <td>6.655900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>257000</td>\n",
       "      <td>6.666400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>257500</td>\n",
       "      <td>6.644600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>258000</td>\n",
       "      <td>6.646600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>258500</td>\n",
       "      <td>6.627400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>259000</td>\n",
       "      <td>6.659800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>259500</td>\n",
       "      <td>6.676500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>260000</td>\n",
       "      <td>6.665700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>260500</td>\n",
       "      <td>6.665800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>261000</td>\n",
       "      <td>6.667800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>261500</td>\n",
       "      <td>6.647700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>262000</td>\n",
       "      <td>6.640400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>262500</td>\n",
       "      <td>6.668300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>263000</td>\n",
       "      <td>6.656600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>263500</td>\n",
       "      <td>6.642400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>264000</td>\n",
       "      <td>6.695900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>264500</td>\n",
       "      <td>6.653000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>265000</td>\n",
       "      <td>6.668700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>265500</td>\n",
       "      <td>6.685000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>266000</td>\n",
       "      <td>6.663900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>266500</td>\n",
       "      <td>6.641700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>267000</td>\n",
       "      <td>6.656400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>267500</td>\n",
       "      <td>6.639900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>268000</td>\n",
       "      <td>6.669000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>268500</td>\n",
       "      <td>6.647000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>269000</td>\n",
       "      <td>6.644600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>269500</td>\n",
       "      <td>6.639100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>270000</td>\n",
       "      <td>6.670200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>270500</td>\n",
       "      <td>6.648800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>271000</td>\n",
       "      <td>6.649500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>271500</td>\n",
       "      <td>6.655100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>272000</td>\n",
       "      <td>6.668900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>272500</td>\n",
       "      <td>6.669600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>273000</td>\n",
       "      <td>6.656400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>273500</td>\n",
       "      <td>6.637400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>274000</td>\n",
       "      <td>6.613100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>274500</td>\n",
       "      <td>6.661300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>275000</td>\n",
       "      <td>6.651000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>275500</td>\n",
       "      <td>6.639700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>276000</td>\n",
       "      <td>6.665900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>276500</td>\n",
       "      <td>6.657500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>277000</td>\n",
       "      <td>6.660700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>277500</td>\n",
       "      <td>6.677300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>278000</td>\n",
       "      <td>6.679200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>278500</td>\n",
       "      <td>6.680200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>279000</td>\n",
       "      <td>6.639100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>279500</td>\n",
       "      <td>6.660700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>280000</td>\n",
       "      <td>6.663900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>280500</td>\n",
       "      <td>6.668100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>281000</td>\n",
       "      <td>6.635100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>281500</td>\n",
       "      <td>6.676800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>282000</td>\n",
       "      <td>6.642800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>282500</td>\n",
       "      <td>6.683800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>283000</td>\n",
       "      <td>6.676600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>283500</td>\n",
       "      <td>6.671100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>284000</td>\n",
       "      <td>6.639000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>284500</td>\n",
       "      <td>6.668400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>285000</td>\n",
       "      <td>6.658200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>285500</td>\n",
       "      <td>6.629700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>286000</td>\n",
       "      <td>6.653800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>286500</td>\n",
       "      <td>6.649200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>287000</td>\n",
       "      <td>6.650400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>287500</td>\n",
       "      <td>6.667600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>288000</td>\n",
       "      <td>6.642800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>288500</td>\n",
       "      <td>6.678600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>289000</td>\n",
       "      <td>6.635600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>289500</td>\n",
       "      <td>6.666400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>290000</td>\n",
       "      <td>6.647300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>290500</td>\n",
       "      <td>6.647300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>291000</td>\n",
       "      <td>6.644200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>291500</td>\n",
       "      <td>6.641000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>292000</td>\n",
       "      <td>6.657900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>292500</td>\n",
       "      <td>6.633200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>293000</td>\n",
       "      <td>6.672600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>293500</td>\n",
       "      <td>6.664900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>294000</td>\n",
       "      <td>6.687800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>294500</td>\n",
       "      <td>6.642300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>295000</td>\n",
       "      <td>6.644300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>295500</td>\n",
       "      <td>6.672800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>296000</td>\n",
       "      <td>6.633200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>296500</td>\n",
       "      <td>6.650800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>297000</td>\n",
       "      <td>6.619700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>297500</td>\n",
       "      <td>6.620700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>298000</td>\n",
       "      <td>6.597400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>298500</td>\n",
       "      <td>6.603400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>299000</td>\n",
       "      <td>6.624900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>299500</td>\n",
       "      <td>6.609000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>300000</td>\n",
       "      <td>6.612700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>300500</td>\n",
       "      <td>6.619500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>301000</td>\n",
       "      <td>6.594600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>301500</td>\n",
       "      <td>6.605400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>302000</td>\n",
       "      <td>6.607000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>302500</td>\n",
       "      <td>6.591200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>303000</td>\n",
       "      <td>6.584500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>303500</td>\n",
       "      <td>6.632400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>304000</td>\n",
       "      <td>6.628300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>304500</td>\n",
       "      <td>6.603100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>305000</td>\n",
       "      <td>6.608800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>305500</td>\n",
       "      <td>6.618800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>306000</td>\n",
       "      <td>6.626300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>306500</td>\n",
       "      <td>6.614700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>307000</td>\n",
       "      <td>6.589200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>307500</td>\n",
       "      <td>6.597100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>308000</td>\n",
       "      <td>6.581900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>308500</td>\n",
       "      <td>6.583400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>309000</td>\n",
       "      <td>6.619400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>309500</td>\n",
       "      <td>6.589700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>310000</td>\n",
       "      <td>6.653100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>310500</td>\n",
       "      <td>6.602300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>311000</td>\n",
       "      <td>6.613700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>311500</td>\n",
       "      <td>6.637400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>312000</td>\n",
       "      <td>6.610800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>312500</td>\n",
       "      <td>6.647700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>313000</td>\n",
       "      <td>6.631000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>313500</td>\n",
       "      <td>6.613700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>314000</td>\n",
       "      <td>6.623400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>314500</td>\n",
       "      <td>6.620000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>315000</td>\n",
       "      <td>6.605200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>315500</td>\n",
       "      <td>6.613200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>316000</td>\n",
       "      <td>6.614000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>316500</td>\n",
       "      <td>6.640600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>317000</td>\n",
       "      <td>6.626400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>317500</td>\n",
       "      <td>6.615900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>318000</td>\n",
       "      <td>6.623100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>318500</td>\n",
       "      <td>6.648400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>319000</td>\n",
       "      <td>6.604600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>319500</td>\n",
       "      <td>6.611100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>320000</td>\n",
       "      <td>6.606400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>320500</td>\n",
       "      <td>6.611500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>321000</td>\n",
       "      <td>6.629400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>321500</td>\n",
       "      <td>6.607200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>322000</td>\n",
       "      <td>6.622900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>322500</td>\n",
       "      <td>6.612600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>323000</td>\n",
       "      <td>6.643300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>323500</td>\n",
       "      <td>6.625400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>324000</td>\n",
       "      <td>6.623000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>324500</td>\n",
       "      <td>6.633500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>325000</td>\n",
       "      <td>6.622300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>325500</td>\n",
       "      <td>6.653700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>326000</td>\n",
       "      <td>6.617300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>326500</td>\n",
       "      <td>6.645000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>327000</td>\n",
       "      <td>6.624400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>327500</td>\n",
       "      <td>6.613100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>328000</td>\n",
       "      <td>6.622800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>328500</td>\n",
       "      <td>6.613300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>329000</td>\n",
       "      <td>6.652900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>329500</td>\n",
       "      <td>6.598100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>330000</td>\n",
       "      <td>6.621200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>330500</td>\n",
       "      <td>6.606100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>331000</td>\n",
       "      <td>6.615400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>331500</td>\n",
       "      <td>6.614400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>332000</td>\n",
       "      <td>6.614500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>332500</td>\n",
       "      <td>6.612600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>333000</td>\n",
       "      <td>6.613400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>333500</td>\n",
       "      <td>6.614000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>334000</td>\n",
       "      <td>6.633400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>334500</td>\n",
       "      <td>6.640500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>335000</td>\n",
       "      <td>6.600700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>335500</td>\n",
       "      <td>6.633600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>336000</td>\n",
       "      <td>6.620400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>336500</td>\n",
       "      <td>6.607800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>337000</td>\n",
       "      <td>6.614700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>337500</td>\n",
       "      <td>6.613600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>338000</td>\n",
       "      <td>6.617700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>338500</td>\n",
       "      <td>6.637600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>339000</td>\n",
       "      <td>6.600600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>339500</td>\n",
       "      <td>6.618700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>340000</td>\n",
       "      <td>6.615000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>340500</td>\n",
       "      <td>6.607900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>341000</td>\n",
       "      <td>6.596400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>341500</td>\n",
       "      <td>6.605900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>342000</td>\n",
       "      <td>6.625600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>342500</td>\n",
       "      <td>6.657000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>343000</td>\n",
       "      <td>6.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>343500</td>\n",
       "      <td>6.625600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>344000</td>\n",
       "      <td>6.627800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>344500</td>\n",
       "      <td>6.632500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>345000</td>\n",
       "      <td>6.609100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>345500</td>\n",
       "      <td>6.646900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>346000</td>\n",
       "      <td>6.639100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>346500</td>\n",
       "      <td>6.581700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>347000</td>\n",
       "      <td>6.588400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>347500</td>\n",
       "      <td>6.596300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>348000</td>\n",
       "      <td>6.577000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>348500</td>\n",
       "      <td>6.628500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>349000</td>\n",
       "      <td>6.587300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>349500</td>\n",
       "      <td>6.572900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>350000</td>\n",
       "      <td>6.602100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>350500</td>\n",
       "      <td>6.567300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>351000</td>\n",
       "      <td>6.580000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>351500</td>\n",
       "      <td>6.602400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>352000</td>\n",
       "      <td>6.572300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>352500</td>\n",
       "      <td>6.574200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>353000</td>\n",
       "      <td>6.590900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>353500</td>\n",
       "      <td>6.565400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>354000</td>\n",
       "      <td>6.605500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>354500</td>\n",
       "      <td>6.554200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>355000</td>\n",
       "      <td>6.593300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>355500</td>\n",
       "      <td>6.579400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>356000</td>\n",
       "      <td>6.594500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>356500</td>\n",
       "      <td>6.586000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>357000</td>\n",
       "      <td>6.555900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>357500</td>\n",
       "      <td>6.592900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>358000</td>\n",
       "      <td>6.563600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>358500</td>\n",
       "      <td>6.574900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>359000</td>\n",
       "      <td>6.583200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>359500</td>\n",
       "      <td>6.590300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>360000</td>\n",
       "      <td>6.575000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>360500</td>\n",
       "      <td>6.592500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>361000</td>\n",
       "      <td>6.595500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>361500</td>\n",
       "      <td>6.579900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>362000</td>\n",
       "      <td>6.585500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>362500</td>\n",
       "      <td>6.611200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>363000</td>\n",
       "      <td>6.557000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>363500</td>\n",
       "      <td>6.607600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>364000</td>\n",
       "      <td>6.552700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>364500</td>\n",
       "      <td>6.568100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>365000</td>\n",
       "      <td>6.596100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>365500</td>\n",
       "      <td>6.575500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>366000</td>\n",
       "      <td>6.605900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>366500</td>\n",
       "      <td>6.594200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>367000</td>\n",
       "      <td>6.566400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>367500</td>\n",
       "      <td>6.580900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>368000</td>\n",
       "      <td>6.583800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>368500</td>\n",
       "      <td>6.594600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>369000</td>\n",
       "      <td>6.583600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>369500</td>\n",
       "      <td>6.572800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>370000</td>\n",
       "      <td>6.580500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>370500</td>\n",
       "      <td>6.575700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>371000</td>\n",
       "      <td>6.577800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>371500</td>\n",
       "      <td>6.604400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>372000</td>\n",
       "      <td>6.588800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>372500</td>\n",
       "      <td>6.615300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>373000</td>\n",
       "      <td>6.576300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>373500</td>\n",
       "      <td>6.588700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>374000</td>\n",
       "      <td>6.574000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>374500</td>\n",
       "      <td>6.601300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>375000</td>\n",
       "      <td>6.592100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>375500</td>\n",
       "      <td>6.543700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>376000</td>\n",
       "      <td>6.622700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>376500</td>\n",
       "      <td>6.579600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>377000</td>\n",
       "      <td>6.604400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>377500</td>\n",
       "      <td>6.575100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>378000</td>\n",
       "      <td>6.568900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>378500</td>\n",
       "      <td>6.589800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>379000</td>\n",
       "      <td>6.536300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>379500</td>\n",
       "      <td>6.607000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>380000</td>\n",
       "      <td>6.599600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>380500</td>\n",
       "      <td>6.571500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>381000</td>\n",
       "      <td>6.608800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>381500</td>\n",
       "      <td>6.597900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>382000</td>\n",
       "      <td>6.594900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>382500</td>\n",
       "      <td>6.576800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>383000</td>\n",
       "      <td>6.611700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>383500</td>\n",
       "      <td>6.583100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>384000</td>\n",
       "      <td>6.601700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>384500</td>\n",
       "      <td>6.576400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>385000</td>\n",
       "      <td>6.596300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>385500</td>\n",
       "      <td>6.583100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>386000</td>\n",
       "      <td>6.621200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>386500</td>\n",
       "      <td>6.609100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>387000</td>\n",
       "      <td>6.594800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>387500</td>\n",
       "      <td>6.561000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>388000</td>\n",
       "      <td>6.585300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>388500</td>\n",
       "      <td>6.575000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>389000</td>\n",
       "      <td>6.585800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>389500</td>\n",
       "      <td>6.576500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>390000</td>\n",
       "      <td>6.601500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>390500</td>\n",
       "      <td>6.587600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>391000</td>\n",
       "      <td>6.574900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>391500</td>\n",
       "      <td>6.564500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>392000</td>\n",
       "      <td>6.582700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>392500</td>\n",
       "      <td>6.584300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>393000</td>\n",
       "      <td>6.562600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>393500</td>\n",
       "      <td>6.596500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>394000</td>\n",
       "      <td>6.627800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>394500</td>\n",
       "      <td>6.597400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>395000</td>\n",
       "      <td>6.611700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>395500</td>\n",
       "      <td>6.600700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>396000</td>\n",
       "      <td>6.552100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>396500</td>\n",
       "      <td>6.537700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>397000</td>\n",
       "      <td>6.553500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>397500</td>\n",
       "      <td>6.544000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>398000</td>\n",
       "      <td>6.556400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>398500</td>\n",
       "      <td>6.563400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>399000</td>\n",
       "      <td>6.554400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>399500</td>\n",
       "      <td>6.548300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>400000</td>\n",
       "      <td>6.525100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>400500</td>\n",
       "      <td>6.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>401000</td>\n",
       "      <td>6.553300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>401500</td>\n",
       "      <td>6.568700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>402000</td>\n",
       "      <td>6.529300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>402500</td>\n",
       "      <td>6.552200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>403000</td>\n",
       "      <td>6.558700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>403500</td>\n",
       "      <td>6.565300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>404000</td>\n",
       "      <td>6.563900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>404500</td>\n",
       "      <td>6.577100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>405000</td>\n",
       "      <td>6.578700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>405500</td>\n",
       "      <td>6.603300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>406000</td>\n",
       "      <td>6.569200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>406500</td>\n",
       "      <td>6.544100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>407000</td>\n",
       "      <td>6.563600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>407500</td>\n",
       "      <td>6.545700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>408000</td>\n",
       "      <td>6.572300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>408500</td>\n",
       "      <td>6.568200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>409000</td>\n",
       "      <td>6.576800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>409500</td>\n",
       "      <td>6.561800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>410000</td>\n",
       "      <td>6.549700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>410500</td>\n",
       "      <td>6.568300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>411000</td>\n",
       "      <td>6.557800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>411500</td>\n",
       "      <td>6.578300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>412000</td>\n",
       "      <td>6.598900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>412500</td>\n",
       "      <td>6.546600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>413000</td>\n",
       "      <td>6.569100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>413500</td>\n",
       "      <td>6.574700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>414000</td>\n",
       "      <td>6.610700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>414500</td>\n",
       "      <td>6.565300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>415000</td>\n",
       "      <td>6.553300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>415500</td>\n",
       "      <td>6.550400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>416000</td>\n",
       "      <td>6.585400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>416500</td>\n",
       "      <td>6.577400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>417000</td>\n",
       "      <td>6.548000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>417500</td>\n",
       "      <td>6.556600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>418000</td>\n",
       "      <td>6.541100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>418500</td>\n",
       "      <td>6.543600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>419000</td>\n",
       "      <td>6.551300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>419500</td>\n",
       "      <td>6.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>420000</td>\n",
       "      <td>6.567300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>420500</td>\n",
       "      <td>6.542700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>421000</td>\n",
       "      <td>6.536700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>421500</td>\n",
       "      <td>6.550600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>422000</td>\n",
       "      <td>6.546100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>422500</td>\n",
       "      <td>6.543100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>423000</td>\n",
       "      <td>6.575200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>423500</td>\n",
       "      <td>6.557400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>424000</td>\n",
       "      <td>6.563900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>424500</td>\n",
       "      <td>6.563700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>425000</td>\n",
       "      <td>6.559300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>425500</td>\n",
       "      <td>6.556300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>426000</td>\n",
       "      <td>6.556100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>426500</td>\n",
       "      <td>6.549600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>427000</td>\n",
       "      <td>6.549600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>427500</td>\n",
       "      <td>6.557600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>428000</td>\n",
       "      <td>6.552300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>428500</td>\n",
       "      <td>6.569900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>429000</td>\n",
       "      <td>6.598800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>429500</td>\n",
       "      <td>6.534800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>430000</td>\n",
       "      <td>6.558600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>430500</td>\n",
       "      <td>6.555600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>431000</td>\n",
       "      <td>6.563900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>431500</td>\n",
       "      <td>6.552600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>432000</td>\n",
       "      <td>6.555000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>432500</td>\n",
       "      <td>6.555300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>433000</td>\n",
       "      <td>6.546200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>433500</td>\n",
       "      <td>6.555100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>434000</td>\n",
       "      <td>6.593300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>434500</td>\n",
       "      <td>6.555100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>435000</td>\n",
       "      <td>6.572800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>435500</td>\n",
       "      <td>6.580200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>436000</td>\n",
       "      <td>6.560600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>436500</td>\n",
       "      <td>6.567300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>437000</td>\n",
       "      <td>6.586200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>437500</td>\n",
       "      <td>6.574100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>438000</td>\n",
       "      <td>6.536700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>438500</td>\n",
       "      <td>6.543800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>439000</td>\n",
       "      <td>6.548500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>439500</td>\n",
       "      <td>6.543300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>440000</td>\n",
       "      <td>6.557800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>440500</td>\n",
       "      <td>6.577400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>441000</td>\n",
       "      <td>6.573400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>441500</td>\n",
       "      <td>6.570000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>442000</td>\n",
       "      <td>6.549000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>442500</td>\n",
       "      <td>6.561700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>443000</td>\n",
       "      <td>6.574200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>443500</td>\n",
       "      <td>6.562300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>444000</td>\n",
       "      <td>6.539800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>444500</td>\n",
       "      <td>6.532000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>445000</td>\n",
       "      <td>6.567900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>445500</td>\n",
       "      <td>6.545700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>446000</td>\n",
       "      <td>6.531300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>446500</td>\n",
       "      <td>6.532400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>447000</td>\n",
       "      <td>6.563600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>447500</td>\n",
       "      <td>6.513100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>448000</td>\n",
       "      <td>6.542200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>448500</td>\n",
       "      <td>6.541400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>449000</td>\n",
       "      <td>6.538300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>449500</td>\n",
       "      <td>6.494500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>450000</td>\n",
       "      <td>6.529600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>450500</td>\n",
       "      <td>6.544300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>451000</td>\n",
       "      <td>6.542500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>451500</td>\n",
       "      <td>6.542700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>452000</td>\n",
       "      <td>6.506800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>452500</td>\n",
       "      <td>6.511500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>453000</td>\n",
       "      <td>6.586300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>453500</td>\n",
       "      <td>6.525800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>454000</td>\n",
       "      <td>6.532100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>454500</td>\n",
       "      <td>6.525800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>455000</td>\n",
       "      <td>6.545000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>455500</td>\n",
       "      <td>6.528500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>456000</td>\n",
       "      <td>6.558900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>456500</td>\n",
       "      <td>6.518700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>457000</td>\n",
       "      <td>6.566600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>457500</td>\n",
       "      <td>6.552800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>458000</td>\n",
       "      <td>6.547400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>458500</td>\n",
       "      <td>6.534900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>459000</td>\n",
       "      <td>6.536700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>459500</td>\n",
       "      <td>6.545700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>460000</td>\n",
       "      <td>6.512200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>460500</td>\n",
       "      <td>6.559200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>461000</td>\n",
       "      <td>6.537000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>461500</td>\n",
       "      <td>6.544000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>462000</td>\n",
       "      <td>6.542300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>462500</td>\n",
       "      <td>6.556500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>463000</td>\n",
       "      <td>6.533600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>463500</td>\n",
       "      <td>6.547700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>464000</td>\n",
       "      <td>6.531100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>464500</td>\n",
       "      <td>6.551900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>465000</td>\n",
       "      <td>6.542100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>465500</td>\n",
       "      <td>6.513800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>466000</td>\n",
       "      <td>6.530500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>466500</td>\n",
       "      <td>6.526100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>467000</td>\n",
       "      <td>6.555200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>467500</td>\n",
       "      <td>6.534100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>468000</td>\n",
       "      <td>6.535000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>468500</td>\n",
       "      <td>6.552800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>469000</td>\n",
       "      <td>6.502700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>469500</td>\n",
       "      <td>6.528700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>470000</td>\n",
       "      <td>6.540600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>470500</td>\n",
       "      <td>6.538200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>471000</td>\n",
       "      <td>6.526000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>471500</td>\n",
       "      <td>6.528000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>472000</td>\n",
       "      <td>6.533800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>472500</td>\n",
       "      <td>6.555800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>473000</td>\n",
       "      <td>6.550000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>473500</td>\n",
       "      <td>6.581400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>474000</td>\n",
       "      <td>6.502700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>474500</td>\n",
       "      <td>6.544800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>475000</td>\n",
       "      <td>6.550400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>475500</td>\n",
       "      <td>6.555600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>476000</td>\n",
       "      <td>6.553100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>476500</td>\n",
       "      <td>6.523100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>477000</td>\n",
       "      <td>6.532400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>477500</td>\n",
       "      <td>6.550600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>478000</td>\n",
       "      <td>6.526700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>478500</td>\n",
       "      <td>6.550100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>479000</td>\n",
       "      <td>6.511300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>479500</td>\n",
       "      <td>6.531000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>480000</td>\n",
       "      <td>6.524200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>480500</td>\n",
       "      <td>6.540400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>481000</td>\n",
       "      <td>6.553500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>481500</td>\n",
       "      <td>6.552300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>482000</td>\n",
       "      <td>6.529800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>482500</td>\n",
       "      <td>6.547300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>483000</td>\n",
       "      <td>6.525700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>483500</td>\n",
       "      <td>6.530000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>484000</td>\n",
       "      <td>6.557900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>484500</td>\n",
       "      <td>6.506800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>485000</td>\n",
       "      <td>6.519000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>485500</td>\n",
       "      <td>6.539600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>486000</td>\n",
       "      <td>6.541700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>486500</td>\n",
       "      <td>6.538000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>487000</td>\n",
       "      <td>6.522000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>487500</td>\n",
       "      <td>6.543600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>488000</td>\n",
       "      <td>6.541900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>488500</td>\n",
       "      <td>6.561300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>489000</td>\n",
       "      <td>6.534700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>489500</td>\n",
       "      <td>6.555700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>490000</td>\n",
       "      <td>6.572200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>490500</td>\n",
       "      <td>6.543600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>491000</td>\n",
       "      <td>6.548000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>491500</td>\n",
       "      <td>6.552400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>492000</td>\n",
       "      <td>6.533400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>492500</td>\n",
       "      <td>6.549100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>493000</td>\n",
       "      <td>6.511400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>493500</td>\n",
       "      <td>6.551500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>494000</td>\n",
       "      <td>6.549200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>494500</td>\n",
       "      <td>6.557000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table><p>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "trainer.train()\n",
    "trainer.save_model(out_model_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "077b7101-c2fe-489b-bf97-a90f1d8e4c0f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Perplexity: 4754.71\n"
     ]
    }
   ],
   "source": [
    "import math\n",
    "eval_results = trainer.evaluate()\n",
    "print(f\"Perplexity: {math.exp(eval_results['eval_loss']):.2f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b2a1bb64-d798-49c5-867f-79f1fbe16189",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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